主要包括两大研究方向:联合表示(Joint Representations)和协同表示(Coordinated Representations)。 联合表示将多个模态的信息一起映射到一个统一的多模态向量空间; 协同表示负责将多模态中的每个模态分别映射到各自的表示空间,但映射后的向量之间满足一定的相关性约束(例如线性相关)。 利用多模态表示学习到的特征可以用来做信
我们在多模态运动预测（Multimodal Motion Prediction）任务上进行了广泛实验。实验结果表明，EDA 方法（单...
Forceville, C. 2008. Metaphors in Pictures and Multimodal Representations \[M\]. Cambridge: Cambridge University Press. Forceville, C. 2016. Visual and multimodal metaphor in film: Charting the field [C] // K. Fahlenbrach (ed.). Embodied Metaphors in Film,Television an...
TMT: A Transformer-based Modal Translator for Improving Multimodal Sequence Representations in Audio,程序员大本营,技术文章内容聚合第一站。
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and adapt them for multilingual contexts. To address Western-centric biases in visual representations, we source images from LAION-Multi (Schuhmann et al., 2022), which includes images from various countries and captions in multiple languages. However, LAION-Multi contains many images that are not...
Article access Article metrics Abstract In multimodal human computer dialog, non-verbal channels, such as facial expression, posture, gesture, etc, combined with spoken information, are also important in the procedure of dialogue. Nowadays, in spite of high performance of users’ single channel behav...
2019 TIP之ReID:Learning Modality-Specific Representations for Visible-Infrared Person Re-Identificati : 由于不同的视觉特征,在异构模式下匹配行人非常具有挑战性。 模型及loss: 2.1Overview: 图中可以看到,本文1)为每个域建立一个特定于模态的网络和一个特定于模态的loss函数,以便在特征提取过程中嵌入与模态相关...
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